{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# origin nms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def nms(detections: np.ndarray, confidence_threshold: float=0.25, score_threshold: float=0.2, nms_threshold: float=0.6) -> list:\n",
    "    \"\"\"后处理\n",
    "\n",
    "    Args:\n",
    "        detections (np.ndarray):                检测到的数据 [25200, 85]\n",
    "        confidence_threshold (float, optional): prediction[4] 是否有物体得分阈值. Defaults to 0.25.\n",
    "        score_threshold (float, optional):      nms分类得分阈值. Defaults to 0.2.\n",
    "        nms_threshold (float, optional):        非极大值抑制iou阈值. Defaults to 0.45.\n",
    "\n",
    "    \"\"\"\n",
    "    boxes = []  # [[xmin, ymin, w, h]]\n",
    "    class_ids = []\n",
    "    confidences = []\n",
    "    for prediction in detections:\n",
    "        confidence = prediction[4].item()           # 是否有物体得分\n",
    "        if confidence >= confidence_threshold:      # 是否有物体预支\n",
    "            classes_scores = prediction[5:]         # 取出所有类别id\n",
    "            class_id = np.argmax(classes_scores)    # 找到概率最大的id\n",
    "            if (classes_scores[class_id] > .25):    # 最大概率必须大于 0.25\n",
    "                confidences.append(confidence)      # 保存置信度(注意保存的是confidence，不是classes_scores[class_id]),类别id,box\n",
    "                class_ids.append(class_id)\n",
    "                # center_x, center_y, w, h\n",
    "                x, y, w, h = prediction[0].item(), prediction[1].item(), prediction[2].item(), prediction[3].item()\n",
    "                xmin = x - (w / 2)\n",
    "                ymin = y - (h / 2)\n",
    "                box = [xmin, ymin, w, h]\n",
    "                boxes.append(box)\n",
    "\n",
    "    # nms\n",
    "    indexes = cv2.dnn.NMSBoxes(boxes, confidences, score_threshold, nms_threshold)\n",
    "    # t3 = time.time()\n",
    "\n",
    "    # 根据nms返回的id获取对应的类别,置信度,box\n",
    "    detections = []\n",
    "    for i in indexes:\n",
    "        j = i.item()\n",
    "        boxes[j][2] += boxes[j][0] # w -> xmax\n",
    "        boxes[j][3] += boxes[j][1] # h -> ymax\n",
    "        detections.append({\"class_index\": class_ids[j], \"confidence\": confidences[j], \"box\": boxes[j]})\n",
    "    # t4 = time.time()\n",
    "\n",
    "    # print((t2 - t1)*1000, (t3 - t2)*1000, (t4 - t3)*1000)\n",
    "    # 16.954421997070312 0.0 0.0 主要时间花在了遍历所有的框上面\n",
    "\n",
    "    return detections"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# speed nms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def nms1(detections: np.ndarray, confidence_threshold: float=0.25, score_threshold: float=0.2, nms_threshold: float=0.6) -> np.ndarray:\n",
    "    \"\"\"后处理\n",
    "\n",
    "    Args:\n",
    "        detections (np.ndarray):                检测到的数据 [25200, 85]\n",
    "        confidence_threshold (float, optional): prediction[4] 是否有物体得分阈值. Defaults to 0.25.\n",
    "        score_threshold (float, optional):      nms分类得分阈值. Defaults to 0.2.\n",
    "        nms_threshold (float, optional):        非极大值抑制iou阈值. Defaults to 0.45.\n",
    "\n",
    "    Returns:\n",
    "        np.ndarray:\n",
    "            [\n",
    "                [class_index, confidence, xmin, ymin, xmax, ymax], np.float32\n",
    "                ...\n",
    "            ]\n",
    "    \"\"\"\n",
    "    # 加速优化写法\n",
    "    # 通过置信度过滤一部分框\n",
    "    detections     = detections[detections[:, 4] > confidence_threshold]\n",
    "    # 位置坐标\n",
    "    loc            = detections[:, :4]\n",
    "    # 置信度\n",
    "    confidences    = detections[:, 4]\n",
    "    # 分类\n",
    "    cls            = detections[:, 5:]\n",
    "    # 最大分类index\n",
    "    max_cls_index  = cls.argmax(axis=-1)\n",
    "    # 最大分类score\n",
    "    max_cls_score  = cls.max(axis=-1)\n",
    "\n",
    "    # 位置\n",
    "    boxes          = loc[max_cls_score > .25]\n",
    "    # 置信度\n",
    "    confidences    = confidences[max_cls_score > .25]\n",
    "    # 类别index\n",
    "    class_index    = max_cls_index[max_cls_score > .25]\n",
    "\n",
    "    # [center_x, center_y, w, h] -> [x_min, y_min, w, h]\n",
    "    boxes[:, 0:2] -= boxes[:, 2:4] / 2\n",
    "\n",
    "    # nms\n",
    "    indexes = cv2.dnn.NMSBoxes(boxes, confidences, score_threshold, nms_threshold)\n",
    "\n",
    "    # nms过滤\n",
    "    boxes = boxes[indexes]\n",
    "    # [x_min, y_min, w, h] -> [x_min, y_min, x_max, y_max]\n",
    "    boxes[:, 2:4] += boxes[:, 0:2]\n",
    "\n",
    "    # 防止框超出图片边界, 前面判断为True/False,后面选择更改的列,不选择更改的列会将整行都改为0\n",
    "    boxes[boxes[:, 0] < 0.0, 0] = 0.0\n",
    "    boxes[boxes[:, 1] < 0.0, 1] = 0.0\n",
    "    boxes[boxes[:, 2] > 640, 2] = 640\n",
    "    boxes[boxes[:, 3] > 640, 3] = 640\n",
    "\n",
    "    # [\n",
    "    #   [class_index, confidence, xmin, ymin, xmax, ymax],\n",
    "    #   ...\n",
    "    # ]\n",
    "    detections = np.concatenate((np.expand_dims(class_index[indexes], 1), np.expand_dims(confidences[indexes], 1), boxes), axis=-1)\n",
    "\n",
    "    return detections"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25200, 85)"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x = np.random.uniform(0, 1, (25200, 85))\n",
    "x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "216 ms ± 5.51 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
     ]
    }
   ],
   "source": [
    "%timeit nms(x, 0.25, 0.2, 0.45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2497"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r = nms(x, 0.25, 0.2, 0.45)\n",
    "len(r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "133 ms ± 2.66 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)\n"
     ]
    }
   ],
   "source": [
    "%timeit nms1(x, 0.25, 0.2, 0.45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2497, 6)"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r = nms1(x, 0.25, 0.2, 0.45)\n",
    "r.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 分步骤测试"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(25200, 85)"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "detections = np.random.uniform(0, 1, (25200, 85))\n",
    "detections.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 初步过滤数据,拆分数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18939, 85)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 通过置信度过滤一部分框\n",
    "detections = detections[detections[:, 4] > 0.25]\n",
    "detections.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18939,)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 置信度\n",
    "confidences = detections[:, 4]\n",
    "confidences.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18939, 4)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 位置坐标\n",
    "loc = detections[:, :4]\n",
    "loc.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(18939, 80)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 分类\n",
    "cls = detections[:, 5:]\n",
    "cls.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((18939,), (18939,))"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 最大分类index\n",
    "max_cls_index = cls.argmax(axis=-1)\n",
    "# 最大分类score\n",
    "max_cls_score = cls.max(axis=-1)\n",
    "max_cls_index.shape, max_cls_score.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((18939, 4), (18939,), (18939,))"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 位置      (n, 4)\n",
    "boxes = loc[max_cls_score > .25]\n",
    "# 置信度    (n,)\n",
    "confidences = confidences[max_cls_score > .25]\n",
    "# 类别index (n,)\n",
    "class_index = max_cls_index[max_cls_score > .25]\n",
    "boxes.shape, confidences.shape, class_index.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# [center_x, center_y, w, h] -> [x_min, y_min, w, h]\n",
    "boxes[:, 0] -= boxes[:, 2] / 2\n",
    "boxes[:, 1] -= boxes[:, 3] / 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## nms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "504"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "indexes = cv2.dnn.NMSBoxes(boxes, confidences, 0.2, 0.1)\n",
    "len(indexes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 根据nms的index获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(504, 4)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# xmin, ymin, w, h\n",
    "boxes[indexes].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(504,)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# object score\n",
    "confidences[indexes].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((504,), 59)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# max cls index\n",
    "max_cls_index[indexes].shape, max_cls_index[indexes][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((504,), 0.9909019186204976)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# max cls score\n",
    "max_cls_score[indexes].shape, max_cls_score[indexes][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(504, 80)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取进过mns的所有score\n",
    "test_scores = detections[indexes, 5:]\n",
    "test_scores.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9909019186204976"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 14是上面max_cls_index的第0个结果,返回的是max_cls_score的第0个结果\n",
    "test_scores[0, max_cls_index[indexes][0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, line in enumerate(test_scores):\n",
    "    if i >= 5:\n",
    "        break\n",
    "    plt.plot(range(80), line, label=f\"{'{:.4f}'.format(line.max())}\")\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "def np_sigmoid(array: np.ndarray):\n",
    "    return 1 / (1 + np.e ** (-array))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7292660313515115"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np_sigmoid(test_scores[0]).max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i, line in enumerate(np_sigmoid(test_scores)):\n",
    "    if i >= 5:\n",
    "        break\n",
    "    plt.plot(range(80), line, label=f\"{'{:.4f}'.format(line.max())}\")\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 真实得分查看分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_scores1 = np.array([[9.92298007e-01, 5.94705343e-04, 1.52498484e-03, 4.71055508e-04,\n",
    "                          1.25139952e-04, 2.48819590e-04, 1.77472830e-04, 4.19676304e-04,\n",
    "                          1.56432390e-04, 1.56074762e-04, 2.33501196e-04, 1.12235546e-04,\n",
    "                          3.06963921e-04, 2.58952379e-04, 1.33782625e-04, 1.80065632e-04,\n",
    "                          2.42739916e-04, 2.20775604e-04, 1.20043755e-04, 1.39176846e-04,\n",
    "                          1.50918961e-04, 1.24990940e-04, 1.19805336e-04, 1.50412321e-04,\n",
    "                          2.08848715e-03, 2.03609467e-04, 2.37098336e-03, 2.01314688e-04,\n",
    "                          6.83397055e-04, 9.70363617e-05, 1.22755766e-04, 1.41888857e-04,\n",
    "                          1.11311674e-04, 1.14291906e-04, 1.27583742e-04, 1.28090382e-04,\n",
    "                          1.42902136e-04, 1.65402889e-04, 1.37954950e-04, 2.40027905e-04,\n",
    "                          1.39147043e-04, 1.80035830e-04, 9.91225243e-05, 1.01894140e-04,\n",
    "                          1.09255314e-04, 9.92417336e-05, 1.13755465e-04, 1.10715628e-04,\n",
    "                          1.04665756e-04, 1.16825104e-04, 1.23977661e-04, 1.14649534e-04,\n",
    "                          1.00553036e-04, 8.83042812e-05, 1.00016594e-04, 1.08301640e-04,\n",
    "                          3.55690718e-04, 2.01344490e-04, 1.72346830e-04, 1.81853771e-04,\n",
    "                          1.72674656e-04, 1.48266554e-04, 1.49786472e-04, 1.16109848e-04,\n",
    "                          1.10775232e-04, 1.13159418e-04, 9.46223736e-05, 1.38521194e-04,\n",
    "                          1.07884407e-04, 1.52140856e-04, 1.17599964e-04, 1.06424093e-04,\n",
    "                          2.00748444e-04, 1.51216984e-04, 1.11490488e-04, 1.33633614e-04,\n",
    "                          1.12771988e-04, 1.97231770e-04, 1.17868185e-04, 1.04278326e-04,],\n",
    "                          [9.93473589e-01, 3.19302082e-04, 5.33282757e-04, 2.07483768e-04,\n",
    "                          1.16944313e-04, 1.27461553e-03, 1.97827816e-04, 3.27676535e-04,\n",
    "                          1.03801489e-04, 1.08659267e-04, 9.79602337e-05, 1.04308128e-04,\n",
    "                          1.24037266e-04, 1.60455704e-04, 1.01774931e-04, 1.62065029e-04,\n",
    "                          1.53422356e-04, 2.01374292e-04, 8.03470612e-05, 9.90033150e-05,\n",
    "                          1.05679035e-04, 9.63211060e-05, 9.27448273e-05, 1.13844872e-04,\n",
    "                          1.76745653e-03, 1.65522099e-04, 8.81579518e-03, 1.97499990e-04,\n",
    "                          2.59131193e-04, 7.44163990e-05, 1.02490187e-04, 1.09553337e-04,\n",
    "                          9.18209553e-05, 9.84966755e-05, 1.13904476e-04, 9.88841057e-05,\n",
    "                          9.33110714e-05, 1.53243542e-04, 1.30265951e-04, 3.15904617e-04,\n",
    "                          9.07480717e-05, 1.12563372e-04, 8.80658627e-05, 8.20457935e-05,\n",
    "                          9.34004784e-05, 8.48472118e-05, 1.08659267e-04, 7.86185265e-05,\n",
    "                          7.41481781e-05, 7.98702240e-05, 1.09106302e-04, 1.11371279e-04,\n",
    "                          8.14497471e-05, 6.18398190e-05, 8.05258751e-05, 9.02116299e-05,\n",
    "                          2.12937593e-04, 1.25050545e-04, 1.31279230e-04, 1.28000975e-04,\n",
    "                          9.77516174e-05, 9.79900360e-05, 1.02579594e-04, 9.87648964e-05,\n",
    "                          9.26852226e-05, 1.00404024e-04, 9.11355019e-05, 1.03980303e-04,\n",
    "                          8.86917114e-05, 1.02221966e-04, 1.16527081e-04, 7.42673874e-05,\n",
    "                          1.33454800e-04, 1.63167715e-04, 8.63969326e-05, 1.07198954e-04,\n",
    "                          1.16318464e-04, 1.81853771e-04, 1.01685524e-04, 9.87350941e-05,],\n",
    "                          [3.69042158e-04, 9.48309898e-05, 6.76393509e-04, 9.11056995e-05,\n",
    "                          1.71303749e-04, 9.89608884e-01, 9.04291868e-04, 3.94734740e-03,\n",
    "                          2.22951174e-04, 6.13331795e-05, 5.50448895e-05, 1.41054392e-04,\n",
    "                          9.45031643e-05, 4.86075878e-05, 5.31077385e-05, 5.54621220e-05,\n",
    "                          5.34057617e-05, 3.35007906e-04, 6.81877136e-05, 1.05708838e-04,\n",
    "                          1.09791756e-04, 4.52995300e-05, 6.12735748e-05, 2.13831663e-04,\n",
    "                          6.53862953e-05, 1.34497881e-04, 4.26173210e-05, 5.89787960e-05,\n",
    "                          8.31484795e-05, 5.23030758e-05, 8.88109207e-05, 4.62234020e-05,\n",
    "                          5.49554825e-05, 1.10775232e-04, 6.47306442e-05, 4.30643559e-05,\n",
    "                          6.86645508e-05, 6.78002834e-05, 7.11381435e-05, 5.67138195e-05,\n",
    "                          4.05907631e-05, 4.04417515e-05, 4.02927399e-05, 4.49419022e-05,\n",
    "                          5.14090061e-05, 7.96616077e-05, 4.81009483e-05, 1.08480453e-04,\n",
    "                          6.62505627e-05, 6.38663769e-05, 5.20348549e-05, 4.42266464e-05,\n",
    "                          7.22408295e-05, 7.76946545e-05, 6.38663769e-05, 4.71770763e-05,\n",
    "                          2.97427177e-05, 6.26444817e-05, 7.06613064e-05, 7.10785389e-05,\n",
    "                          2.02089548e-04, 4.00543213e-05, 7.69495964e-05, 5.55515289e-05,\n",
    "                          4.40776348e-05, 4.52995300e-05, 8.58604908e-05, 1.06006861e-04,\n",
    "                          1.60843134e-04, 9.33110714e-05, 6.43730164e-05, 5.73694706e-05,\n",
    "                          1.01983547e-04, 6.25550747e-05, 6.82473183e-05, 7.13765621e-05,\n",
    "                          4.83095646e-05, 3.84747982e-05, 3.54647636e-05, 5.20348549e-05,],\n",
    "                          [9.97963250e-01, 1.14619732e-04, 1.76548958e-04, 1.48087740e-04,\n",
    "                          1.18702650e-04, 1.95652246e-04, 1.69545412e-04, 1.70797110e-04,\n",
    "                          1.52617693e-04, 9.56654549e-05, 1.02251768e-04, 1.07377768e-04,\n",
    "                          1.00433826e-04, 1.54048204e-04, 1.12503767e-04, 1.28924847e-04,\n",
    "                          1.63167715e-04, 1.29699707e-04, 9.24170017e-05, 1.04010105e-04,\n",
    "                          1.23441219e-04, 1.10358000e-04, 1.02609396e-04, 1.27047300e-04,\n",
    "                          3.49640846e-04, 1.41233206e-04, 6.32971525e-04, 1.85817480e-04,\n",
    "                          1.24871731e-04, 9.04202461e-05, 1.13338232e-04, 1.04069710e-04,\n",
    "                          9.14335251e-05, 9.65297222e-05, 1.17480755e-04, 9.37283039e-05,\n",
    "                          9.64999199e-05, 1.24186277e-04, 1.22129917e-04, 1.15066767e-04,\n",
    "                          1.02251768e-04, 9.85860825e-05, 8.63373280e-05, 8.40425491e-05,\n",
    "                          9.91523266e-05, 1.02639198e-04, 9.99569893e-05, 1.11877918e-04,\n",
    "                          1.04099512e-04, 1.04367733e-04, 1.23769045e-04, 1.03712082e-04,\n",
    "                          8.99732113e-05, 9.10758972e-05, 9.96589661e-05, 9.95993614e-05,\n",
    "                          2.07841396e-04, 1.48385763e-04, 1.16646290e-04, 1.46299601e-04,\n",
    "                          1.49875879e-04, 1.04129314e-04, 1.02847815e-04, 1.00970268e-04,\n",
    "                          8.78572464e-05, 9.67383385e-05, 8.03172588e-05, 1.05291605e-04,\n",
    "                          9.69767570e-05, 1.20997429e-04, 9.38475132e-05, 8.64267349e-05,\n",
    "                          1.38998032e-04, 9.72151756e-05, 9.48905945e-05, 9.56356525e-05,\n",
    "                          9.42647457e-05, 1.48773193e-04, 8.54730606e-05, 9.00030136e-05,],\n",
    "                          [8.75338078e-01, 1.09934807e-03, 6.76900148e-04, 1.58831477e-03,\n",
    "                          1.78009272e-04, 2.15381384e-04, 2.06857920e-04, 4.83959913e-04,\n",
    "                          2.65955925e-04, 1.61051750e-04, 1.48624182e-03, 1.05261803e-04,\n",
    "                          3.72439623e-04, 1.79773569e-03, 3.00607085e-03, 1.19698048e-03,\n",
    "                          1.51061714e-02, 4.32203710e-02, 4.32837009e-03, 1.05960667e-02,\n",
    "                          1.00705326e-02, 9.38653946e-04, 9.13977623e-04, 1.09654665e-03,\n",
    "                          1.08649433e-02, 5.60283661e-04, 4.02248204e-02, 3.88324261e-04,\n",
    "                          1.30397081e-03, 2.67863274e-04, 2.62975693e-04, 2.36123800e-04,\n",
    "                          2.35378742e-04, 2.64078379e-04, 2.77668238e-04, 5.82695007e-04,\n",
    "                          4.39137220e-04, 3.91334295e-04, 2.57819891e-04, 5.16533852e-04,\n",
    "                          1.66207552e-04, 2.48044729e-04, 1.37448311e-04, 1.56998634e-04,\n",
    "                          1.27524137e-04, 2.33530998e-04, 4.71442938e-04, 1.65402889e-04,\n",
    "                          1.66505575e-04, 1.49101019e-04, 1.16884708e-04, 1.90764666e-04,\n",
    "                          2.15351582e-04, 1.35421753e-04, 1.45882368e-04, 2.56150961e-04,\n",
    "                          1.34313107e-03, 4.07665968e-04, 4.17649746e-04, 3.35276127e-04,\n",
    "                          3.27974558e-04, 2.43902206e-04, 1.64628029e-04, 1.88380480e-04,\n",
    "                          1.07914209e-04, 1.87873840e-04, 8.42511654e-05, 2.59876251e-04,\n",
    "                          9.55462456e-05, 2.22146511e-04, 1.29073858e-04, 1.25259161e-04,\n",
    "                          1.64210796e-04, 2.73466110e-04, 1.57684088e-04, 2.69412994e-04,\n",
    "                          1.67697668e-04, 2.95323133e-03, 1.68651342e-04, 1.31547451e-04,]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 从图中可以看出大部分得分在一个值\n",
    "for i, line in enumerate(test_scores1):\n",
    "    plt.plot(range(80), line, label=f\"{'{:.4f}'.format(line.max())}\")\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# sigmoid没有效果\n",
    "for i, line in enumerate(np_sigmoid(test_scores1)):\n",
    "    plt.plot(range(80), line, label=f\"{'{:.4f}'.format(line.max())}\")\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 这个结果没经过nms,所以可以看到多个得分高的,但是最终被nms过滤掉了\n",
    "test_scores2 = np.array([[0.10615314, 0.00370126, 0.02392893, 0.00158053, 0.00155699, 0.00253002,\n",
    "                            0.00297853, 0.0041779 , 0.00321301, 0.39096555, 0.00286851, 0.01211802,\n",
    "                            0.00611152, 0.00380492, 0.03869507, 0.00168552, 0.00107855, 0.00252746,\n",
    "                            0.00321454, 0.0012715 , 0.00075036, 0.00043589, 0.00092405, 0.0015508,\n",
    "                            0.00293206, 0.01151434, 0.00820964, 0.00354706, 0.00202937, 0.00097045,\n",
    "                            0.00131942, 0.00065515, 0.0082475 , 0.00451994, 0.00098702, 0.00078806,\n",
    "                            0.00103882, 0.00122463, 0.0014433 , 0.02179747, 0.00464433, 0.01126828,\n",
    "                            0.0015574 , 0.00456563, 0.00268626, 0.00275893, 0.0166862 , 0.00571843,\n",
    "                            0.00072195, 0.02402215, 0.00158768, 0.00191813, 0.00069782, 0.000924,\n",
    "                            0.00227842, 0.0017554 , 0.01734008, 0.00077853, 0.03754289, 0.00058469,\n",
    "                            0.00212386, 0.00096439, 0.00395899, 0.00046684, 0.00085193, 0.00310041,\n",
    "                            0.00063995, 0.00506411, 0.00114314, 0.00081654, 0.00060281, 0.0014604,\n",
    "                            0.00113673, 0.01469599, 0.03617367, 0.00660287, 0.00161258, 0.00228886,\n",
    "                            0.0008227 , 0.00132625,],\n",
    "                            [0.13344648, 0.00537074, 0.05045162, 0.00228957, 0.00229464, 0.003012,\n",
    "                            0.00369618, 0.00584781, 0.00537135, 0.2985728 , 0.00215376, 0.00960508,\n",
    "                            0.00480117, 0.00719323, 0.04642272, 0.00172779, 0.0013605 , 0.00282397,\n",
    "                            0.00467705, 0.00187259, 0.00096756, 0.00064407, 0.00117832, 0.00161,\n",
    "                            0.00403842, 0.01336286, 0.00759443, 0.00404343, 0.00243892, 0.0014373,\n",
    "                            0.00218083, 0.00088771, 0.00835483, 0.0049995 , 0.00134363, 0.00116384,\n",
    "                            0.00162665, 0.00193011, 0.00151905, 0.01334526, 0.00553018, 0.01336389,\n",
    "                            0.00242504, 0.00459118, 0.00355405, 0.00435505, 0.01046036, 0.00563498,\n",
    "                            0.00101369, 0.02127957, 0.0018855 , 0.00317702, 0.00105144, 0.00139801,\n",
    "                            0.00410081, 0.00230359, 0.02690013, 0.00105125, 0.02350421, 0.00088247,\n",
    "                            0.00429057, 0.00099958, 0.00374812, 0.00060192, 0.00118266, 0.00468549,\n",
    "                            0.00096115, 0.00737223, 0.00150084, 0.0011498 , 0.00082953, 0.0028578,\n",
    "                            0.00145194, 0.01641619, 0.03684423, 0.00456083, 0.00161329, 0.00261433,\n",
    "                            0.00097165, 0.00143619,],\n",
    "                            [0.11537936, 0.00482884, 0.04202347, 0.00195419, 0.00244382, 0.00217894,\n",
    "                            0.00232673, 0.00454532, 0.0039915 , 0.1511194 , 0.00147659, 0.00667032,\n",
    "                            0.00324349, 0.00771282, 0.04945563, 0.00184005, 0.00131527, 0.00259113,\n",
    "                            0.00435295, 0.00192524, 0.00096764, 0.0006121 , 0.00114644, 0.00147467,\n",
    "                            0.00582948, 0.01215184, 0.01138845, 0.00672363, 0.00332915, 0.00165545,\n",
    "                            0.00281647, 0.00099363, 0.01362978, 0.00607956, 0.00157739, 0.00152633,\n",
    "                            0.00228401, 0.0023298 , 0.00180023, 0.01331933, 0.00583144, 0.01442981,\n",
    "                            0.00405562, 0.00782942, 0.0044536 , 0.00350447, 0.00594093, 0.00529837,\n",
    "                            0.00087494, 0.01486006, 0.00226952, 0.00469164, 0.00096626, 0.00150968,\n",
    "                            0.003437  , 0.00225604, 0.03098693, 0.0012916 , 0.01854173, 0.00100086,\n",
    "                            0.00438038, 0.00095203, 0.0038548 , 0.00103886, 0.00159753, 0.00602904,\n",
    "                            0.00145373, 0.00925789, 0.00123695, 0.00112229, 0.00065372, 0.00327472,\n",
    "                            0.00141855, 0.02084718, 0.02861905, 0.00432163, 0.00205636, 0.00193697,\n",
    "                            0.00086853, 0.0016774 ,],\n",
    "                            [0.13761377, 0.00489297, 0.03656099, 0.00174431, 0.00229494, 0.00160557,\n",
    "                            0.00167707, 0.00312044, 0.0032107 , 0.14639921, 0.0013611 , 0.00616389,\n",
    "                            0.00303925, 0.00709276, 0.06639381, 0.00157961, 0.001289  , 0.00225159,\n",
    "                            0.00440944, 0.00191766, 0.00089789, 0.00058767, 0.00126921, 0.00153261,\n",
    "                            0.00576553, 0.00936008, 0.00890409, 0.00672092, 0.00302705, 0.00163121,\n",
    "                            0.00353986, 0.00103629, 0.01686516, 0.00705525, 0.00149337, 0.00149428,\n",
    "                            0.0022033 , 0.00239013, 0.00160515, 0.01256962, 0.00617014, 0.0151046,\n",
    "                            0.00519172, 0.0081378 , 0.0045985 , 0.00277572, 0.0037714 , 0.00452166,\n",
    "                            0.00069351, 0.01287292, 0.00213063, 0.00569576, 0.00089655, 0.00136464,\n",
    "                            0.00298209, 0.0019011 , 0.02760033, 0.00115567, 0.01161464, 0.00093251,\n",
    "                            0.00372509, 0.00091818, 0.00301332, 0.00105041, 0.00190431, 0.00674829,\n",
    "                            0.00154626, 0.01014009, 0.00111249, 0.00096033, 0.00056912, 0.00346137,\n",
    "                            0.00120168, 0.02092475, 0.03070452, 0.00362086, 0.00202998, 0.0014697,\n",
    "                            0.00080925, 0.0016627 ,],\n",
    "                            [0.13663734, 0.00548982, 0.03279336, 0.00198346, 0.00194653, 0.00125882,\n",
    "                            0.00132701, 0.00285315, 0.00308703, 0.07093956, 0.00118089, 0.0047447,\n",
    "                            0.0028662 , 0.00580669, 0.06176294, 0.00147773, 0.00139367, 0.002366,\n",
    "                            0.00453275, 0.00188882, 0.00083756, 0.00056396, 0.00120902, 0.0013668,\n",
    "                            0.00487029, 0.00559038, 0.00725556, 0.01007271, 0.0027092 , 0.00163057,\n",
    "                            0.00334012, 0.00099185, 0.0186146 , 0.00582897, 0.00158099, 0.00158864,\n",
    "                            0.00194174, 0.00212001, 0.00183498, 0.01786917, 0.01943766, 0.02573522,\n",
    "                            0.00762604, 0.00845292, 0.00649917, 0.00355166, 0.00423613, 0.00472621,\n",
    "                            0.00090865, 0.01394044, 0.00214106, 0.00530135, 0.00101503, 0.00164693,\n",
    "                            0.00429182, 0.00257552, 0.03843387, 0.00114884, 0.0095429 , 0.00084088,\n",
    "                            0.00347346, 0.00093314, 0.00305824, 0.00101609, 0.00201458, 0.0080972,\n",
    "                            0.00148807, 0.01109662, 0.00112513, 0.00100863, 0.00054734, 0.0030786,\n",
    "                            0.00134191, 0.02728472, 0.0379956 , 0.00445495, 0.00257948, 0.00187484,\n",
    "                            0.00081898, 0.00194498,]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 可以看到分布惊人一致,猜测检测的是同一个目标\n",
    "for i, line in enumerate(test_scores2):\n",
    "    plt.plot(range(80), line, label=f\"{'{:.4f}'.format(line.max())}\")\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
